{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision\n",
    "import torch\n",
    "import numpy as np\n",
    "import torchvision.transforms as transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor()\n",
    "])\n",
    "\n",
    "trainset = torchvision.datasets.ImageFolder('../data/val/', transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(dataset=trainset, batch_size=4, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0, 1, 1, 0])\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def imshow(img):\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Funny] *",
   "language": "python",
   "name": "conda-env-Funny-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
